{"id":"https://openalex.org/W1987634495","doi":"https://doi.org/10.1145/2487575.2487581","title":"TurboGraph","display_name":"TurboGraph","publication_year":2013,"publication_date":"2013-08-11","ids":{"openalex":"https://openalex.org/W1987634495","doi":"https://doi.org/10.1145/2487575.2487581","mag":"1987634495"},"language":"en","primary_location":{"id":"doi:10.1145/2487575.2487581","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2487575.2487581","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035744252","display_name":"Wook-Shin Han","orcid":"https://orcid.org/0000-0001-9206-9563"},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Wook-Shin Han","raw_affiliation_strings":["POSTECH, Pohang, South Korea","Postech, Pohang, South Korea;"],"affiliations":[{"raw_affiliation_string":"POSTECH, Pohang, South Korea","institution_ids":["https://openalex.org/I123900574"]},{"raw_affiliation_string":"Postech, Pohang, South Korea;","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010976159","display_name":"Sangyeon Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sangyeon Lee","raw_affiliation_strings":["POSTECH, Pohang, South Korea","Postech, Pohang, South Korea;"],"affiliations":[{"raw_affiliation_string":"POSTECH, Pohang, South Korea","institution_ids":["https://openalex.org/I123900574"]},{"raw_affiliation_string":"Postech, Pohang, South Korea;","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085803103","display_name":"Kyungyeol Park","orcid":null},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyungyeol Park","raw_affiliation_strings":["POSTECH, Pohang, South Korea","Postech, Pohang, South Korea;"],"affiliations":[{"raw_affiliation_string":"POSTECH, Pohang, South Korea","institution_ids":["https://openalex.org/I123900574"]},{"raw_affiliation_string":"Postech, Pohang, South Korea;","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100346654","display_name":"Jeong-Hoon Lee","orcid":"https://orcid.org/0000-0002-8619-6811"},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jeong-Hoon Lee","raw_affiliation_strings":["POSTECH, Pohang, South Korea","Postech, Pohang, South Korea;"],"affiliations":[{"raw_affiliation_string":"POSTECH, Pohang, South Korea","institution_ids":["https://openalex.org/I123900574"]},{"raw_affiliation_string":"Postech, Pohang, South Korea;","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100362682","display_name":"Minsoo Kim","orcid":"https://orcid.org/0000-0003-2300-1279"},"institutions":[{"id":"https://openalex.org/I193352282","display_name":"Daegu Gyeongbuk Institute of Science and Technology","ror":"https://ror.org/03frjya69","country_code":"KR","type":"education","lineage":["https://openalex.org/I193352282"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Min-Soo Kim","raw_affiliation_strings":["DGIST, Deagu, South Korea","DGIST, Deagu, South Korea#TAB#"],"affiliations":[{"raw_affiliation_string":"DGIST, Deagu, South Korea","institution_ids":["https://openalex.org/I193352282"]},{"raw_affiliation_string":"DGIST, Deagu, South Korea#TAB#","institution_ids":["https://openalex.org/I193352282"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080229875","display_name":"Jinha Kim","orcid":"https://orcid.org/0000-0001-5982-7836"},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jinha Kim","raw_affiliation_strings":["POSTECH, Pohang, South Korea","Postech, Pohang, South Korea;"],"affiliations":[{"raw_affiliation_string":"POSTECH, Pohang, South Korea","institution_ids":["https://openalex.org/I123900574"]},{"raw_affiliation_string":"Postech, Pohang, South Korea;","institution_ids":["https://openalex.org/I123900574"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045521125","display_name":"Hwanjo Yu","orcid":"https://orcid.org/0000-0002-7510-0255"},"institutions":[{"id":"https://openalex.org/I123900574","display_name":"Pohang University of Science and Technology","ror":"https://ror.org/04xysgw12","country_code":"KR","type":"education","lineage":["https://openalex.org/I123900574"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hwanjo Yu","raw_affiliation_strings":["POSTECH, Pohang, South Korea","Postech, Pohang, South Korea;"],"affiliations":[{"raw_affiliation_string":"POSTECH, Pohang, South Korea","institution_ids":["https://openalex.org/I123900574"]},{"raw_affiliation_string":"Postech, Pohang, South Korea;","institution_ids":["https://openalex.org/I123900574"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5035744252"],"corresponding_institution_ids":["https://openalex.org/I123900574"],"apc_list":null,"apc_paid":null,"fwci":26.9439,"has_fulltext":false,"cited_by_count":261,"citation_normalized_percentile":{"value":0.99688106,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"77","last_page":"85"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12292","display_name":"Graph Theory and Algorithms","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9958999752998352,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8480432033538818},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.6111970543861389},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5828103423118591},{"id":"https://openalex.org/keywords/task-parallelism","display_name":"Task parallelism","score":0.452913761138916},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.44975417852401733},{"id":"https://openalex.org/keywords/graph-database","display_name":"Graph database","score":0.44212648272514343},{"id":"https://openalex.org/keywords/data-parallelism","display_name":"Data parallelism","score":0.4240337014198303},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.32335028052330017},{"id":"https://openalex.org/keywords/parallelism","display_name":"Parallelism (grammar)","score":0.26386719942092896}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8480432033538818},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.6111970543861389},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5828103423118591},{"id":"https://openalex.org/C42992933","wikidata":"https://www.wikidata.org/wiki/Q691169","display_name":"Task parallelism","level":3,"score":0.452913761138916},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.44975417852401733},{"id":"https://openalex.org/C176225458","wikidata":"https://www.wikidata.org/wiki/Q595971","display_name":"Graph database","level":3,"score":0.44212648272514343},{"id":"https://openalex.org/C61483411","wikidata":"https://www.wikidata.org/wiki/Q3124522","display_name":"Data parallelism","level":3,"score":0.4240337014198303},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32335028052330017},{"id":"https://openalex.org/C2781172179","wikidata":"https://www.wikidata.org/wiki/Q853109","display_name":"Parallelism (grammar)","level":2,"score":0.26386719942092896}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/2487575.2487581","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2487575.2487581","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th ACM SIGKDD international conference on Knowledge discovery and data mining","raw_type":"proceedings-article"},{"id":"pmh:oai:oasis.postech.ac.kr:2014.oak/38246","is_oa":false,"landing_page_url":"https://oasis.postech.ac.kr/handle/2014.oak/38246","pdf_url":null,"source":{"id":"https://openalex.org/S4306401965","display_name":"Open Access System for Information Sharing (Pohang University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I123900574","host_organization_name":"Pohang University of Science and Technology","host_organization_lineage":["https://openalex.org/I123900574"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.49000000953674316}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W73304046","https://openalex.org/W78077100","https://openalex.org/W1788180225","https://openalex.org/W1975283025","https://openalex.org/W2004350101","https://openalex.org/W2007470648","https://openalex.org/W2035173902","https://openalex.org/W2063597636","https://openalex.org/W2071333487","https://openalex.org/W2090354123","https://openalex.org/W2096544401","https://openalex.org/W2100830825","https://openalex.org/W2101196063","https://openalex.org/W2104329103","https://openalex.org/W2110034858","https://openalex.org/W2143363350","https://openalex.org/W2158138755","https://openalex.org/W2165971212","https://openalex.org/W2167927436","https://openalex.org/W2170616854","https://openalex.org/W2241555812","https://openalex.org/W2432978112","https://openalex.org/W2962740062","https://openalex.org/W3138367763","https://openalex.org/W6638233953"],"related_works":["https://openalex.org/W4240606930","https://openalex.org/W1972271823","https://openalex.org/W2494130044","https://openalex.org/W2003935582","https://openalex.org/W2950520577","https://openalex.org/W4230999561","https://openalex.org/W1991539482","https://openalex.org/W2158747600","https://openalex.org/W1595672120","https://openalex.org/W1981150561"],"abstract_inverted_index":{"Graphs":[0],"are":[1,221],"used":[2],"to":[3,46,80,86,128,154,244],"model":[4],"many":[5,73,121],"real":[6,16,232],"objects":[7],"such":[8,35,217],"as":[9,36,198,200,218,257],"social":[10],"networks":[11],"and":[12,23,38,51,132,139,184,188,195,238],"web":[13],"graphs.":[14],"Many":[15],"applications":[17],"in":[18,56,75,78],"various":[19],"fields":[20],"require":[21],"efficient":[22],"effective":[24],"management":[25],"of":[26,124,192,247,251],"large-scale":[27],"graph":[28,33,93,109,125,150,174],"structured":[29],"data.":[30],"Although":[31,101],"distributed":[32,54,70,108],"engines":[34],"GBase":[37],"Pregel":[39],"handle":[40],"billion-scale":[41,156],"graphs,":[42],"the":[43,65,170,224],"user":[44],"needs":[45],"be":[47],"skilled":[48],"at":[49,255],"managing":[50],"tuning":[52],"a":[53,57,61,76,90,147,165,205],"system":[55],"cluster,":[58],"which":[59,220],"is":[60,169,253],"nontrivial":[62],"job":[63],"for":[64,120,136],"ordinary":[66],"user.":[67],"Furthermore,":[68],"these":[69],"systems":[71],"need":[72],"machines":[74],"cluster":[77],"order":[79,85],"provide":[81],"reasonable":[82],"performance.":[83],"In":[84,142],"address":[87],"this":[88,143],"problem,":[89],"disk-based":[91,149],"parallel":[92,173,207],"engine":[94,151,175],"called":[95,152,210],"Graph-Chi,":[96],"has":[97,116],"been":[98],"recently":[99],"proposed.":[100],"Graph-Chi":[102,114,241],"significantly":[103,239],"outperforms":[104,240],"all":[105],"representative":[106],"(disk-based)":[107],"engines,":[110],"we":[111,145,203],"observe":[112],"that":[113,176,235],"still":[115],"serious":[117],"performance":[118],"problems":[119],"important":[122],"types":[123],"queries":[126],"due":[127],"1)":[129,178],"limited":[130],"parallelism":[131,180,183,187],"2)":[133,189],"separate":[134],"steps":[135],"I/O":[137,196],"processing":[138,194,197],"CPU":[140,193],"processing.":[141],"paper,":[144],"propose":[146,204],"general,":[148],"TurboGraph":[153,168,212,236,252],"process":[155],"graphs":[157],"very":[158],"efficiently":[159],"by":[160,242],"using":[161],"modern":[162],"hardware":[163],"on":[164],"single":[166],"PC.":[167],"first":[171],"truly":[172],"exploits":[177],"full":[179,190],"including":[181],"multi-core":[182],"FlashSSD":[185],"IO":[186],"overlap":[191],"much":[199],"possible.":[201],"Specifically,":[202],"novel":[206],"execution":[208],"model,":[209],"pin-and-slide.":[211],"also":[213],"provides":[214],"engine-level":[215],"operators":[216],"BFS":[219],"implemented":[222],"under":[223],"pin-and-slide":[225],"model.":[226],"Extensive":[227],"experimental":[228],"results":[229],"with":[230],"large":[231],"datasets":[233],"show":[234],"consistently":[237],"up":[243],"four":[245],"orders":[246],"magnitude!":[248],"Our":[249],"implementation":[250],"available":[254],"``http://wshan.net/turbograph}\"":[256],"executable":[258],"files.":[259]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":20},{"year":2019,"cited_by_count":29},{"year":2018,"cited_by_count":31},{"year":2017,"cited_by_count":45},{"year":2016,"cited_by_count":40},{"year":2015,"cited_by_count":33},{"year":2014,"cited_by_count":18},{"year":2013,"cited_by_count":8}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2016-06-24T00:00:00"}